{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Variational Mixture of Gaussians\n",
    "\n",
    "$$\n",
    "    p({\\bf x}) = \\sum_{k=1}^K \\pi_k \\mathcal{N}\\left({\\bf x} \\vert \\boldsymbol\\mu_k, \\boldsymbol\\Sigma_k\\right)\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.special import digamma, gamma, loggamma\n",
    "from numpy.linalg import det, inv\n",
    "from scipy.stats import multivariate_normal, wishart, dirichlet\n",
    "from numpy.random import seed, randn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\"\n",
    "plt.rcParams[\"figure.figsize\"] = (8, 4)\n",
    "np.set_printoptions(suppress=True, precision=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = (\"https://gist.githubusercontent.com/curran/\"\n",
    "       \"4b59d1046d9e66f2787780ad51a1cd87/raw/\"\n",
    "       \"9ec906b78a98cf300947a37b56cfe70d01183200/data.tsv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_mixtures(X, r, mu, pi, Sigma, step=0.01, cmap=\"viridis\", levels=1):\n",
    "    colors = [\"tab:red\", \"tab:blue\", \"tab:green\",\n",
    "              \"tab:cyan\", \"tab:orange\", \"tab:purple\"]\n",
    "    x0, y0 = X.min(axis=0)\n",
    "    x1, y1 = X.max(axis=0)\n",
    "    xx, yy = np.mgrid[x0:x1:step, y0:y1:step]\n",
    "    zdom = np.c_[xx.ravel(), yy.ravel()]\n",
    "    Nk = r.sum(axis=0)\n",
    "    \n",
    "    # Plotting distributions whose effective number of\n",
    "    # observations is at least 1\n",
    "    Norms = [multivariate_normal(mean=mui, cov=Sigmai)\n",
    "             for mui, Sigmai, N in zip(mu, Sigma, Nk) if N > 1]\n",
    "    \n",
    "    for Norm, color in zip(Norms, colors):\n",
    "        density = Norm.pdf(zdom).reshape(xx.shape)\n",
    "        plt.contour(xx, yy, density, levels=levels,\n",
    "                    colors=color, linewidths=3)\n",
    "        \n",
    "    plt.scatter(*X.T, alpha=0.7, c=r.argmax(axis=1), cmap=cmap)\n",
    "    plt.xlim(x0, x1)\n",
    "    plt.ylim(y0, y1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let ${\\bf X} = \\{x_n\\}_{n=1}^N$ a dataset of i.i.d. mixture of Gaussians with parameters $\\boldsymbol \\pi = \\{\\pi_k\\}_{k=1}^K$, $\\boldsymbol \\mu= \\{\\mu_k\\}_{k=1}^K$, $\\boldsymbol \\Lambda= \\{\\Lambda_k\\}_{k=1}^K$ and latent variables ${\\bf Z}=\\{z_n\\}_n$.\n",
    "\n",
    "The likelihood distribution is defined to be\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z} \\vert {\\boldsymbol \\pi}) \\\\\n",
    "    &= \\prod_{n=1}^N\\prod_{k=1}^K \\mathcal{N}\\left(x_n \\vert \\mu_k, \\Lambda_k^{-1}\\right)^{z_{nk}} \\cdot \\prod_{n=1}^N\\prod_{k=1}^K \\pi_k^{z_{nk}}\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Thus, the full joint distribution factorizes as follows:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) \\\\\n",
    "&= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p(\\boldsymbol \\pi) p({\\bf z} \\vert \\boldsymbol \\pi) p(\\boldsymbol \\mu \\vert \\boldsymbol \\Lambda) p(\\boldsymbol \\Lambda)\n",
    "\\end{aligned} \n",
    "$$\n",
    "\n",
    "We now introduce conjugate priors of the form\n",
    "\n",
    "$$\n",
    "    p(\\boldsymbol\\pi) = \\text{Dir}(\\boldsymbol \\pi \\vert \\alpha_0)\n",
    "$$\n",
    "\n",
    "$$\n",
    "   p(\\boldsymbol\\mu\\vert\\boldsymbol\\Lambda) = \\prod_{k=1}^K \\mathcal{N}\\left(\\mu_k\\vert{\\bf m}_0, (\\beta_0\\Lambda_k)^{-1}\\right)\n",
    "$$\n",
    "\n",
    "$$\n",
    "   p(\\boldsymbol\\Lambda) = \\prod_{k=1}^K \\mathcal{W}(\\Lambda_k\\vert{\\bf W}_0, \\nu_0)\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we consider a variational distribution that factorizes between latent variables ($\\bf z$) and parameters ($\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda$):\n",
    "\n",
    "$$\n",
    "    q({\\bf z}, \\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda) = q({\\bf z})q(\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\lambda)\n",
    "$$\n",
    "\n",
    "---\n",
    "\n",
    "In general, a factorized variational approximation to a full joint distribution of observed variables ($\\bf x$) and hidden variables ($\\bf z$) satisfies\n",
    "\n",
    "$$\n",
    "    \\log q_j^*(z_j) = \\mathbb{E}_{m\\neq j}\\left[\\log p({\\bf x}, {\\bf z})\\right] + C\n",
    "$$\n",
    "\n",
    "\n",
    "Which involves the following computation for our problem:\n",
    "\n",
    "$$\n",
    "    \\log q({\\bf z}) = \\mathbb{E}_{\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda}\\left[\\log p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda})\\right] + C\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\log q(\\boldsymbol\\pi, \\boldsymbol\\mu, \\boldsymbol\\Lambda) = \\mathbb{E}_{\\bf z}\\left[\\log p({\\bf x} , {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda})\\right] + C\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "It turns out that \n",
    "\n",
    "$$\n",
    "    q^*({\\bf z}) = \\prod_{n=1}^N\\prod_{k=1}^K r_{nk}^{z_{nk}}\n",
    "$$\n",
    "\n",
    "With \n",
    "* $r_{nk} = \\frac{\\rho_{nk}}{\\sum_j\\rho_{nj}}$,\n",
    "* $\\log \\rho_{nk} = \\mathbb{E}_{\\pi}[\\log \\pi_k] + \\frac{1}{2}\\mathbb{E}_{\\boldsymbol \\Lambda}[\\log\\vert\\Lambda_k\\vert] - \\frac{M}{2}\\log 2\\pi - \\frac{1}{2}\\mathbb{E}_{\\boldsymbol \\mu, \\boldsymbol \\Lambda}\\left[(x_n - \\mu_k)^T\\Lambda_k(x_n - \\mu_k)\\right]$\n",
    "    * $\\mathbb{E}_{\\pi}[\\log \\pi_k] = \\psi(\\alpha_k) - \\psi(\\hat{\\boldsymbol\\alpha})$\n",
    "    * $\\mathbb{E}_{\\boldsymbol \\Lambda}\\left[\\log\\vert\\Lambda_k\\vert\\right] = \\sum_{m=1}^M\\psi\\left(\\frac{\\nu_k + 1 - M}{2}\\right) + M\\log2 + \\log\\vert{\\bf w}_k\\vert$\n",
    "    * $\\mathbb{E}_{\\boldsymbol \\mu, \\boldsymbol \\Lambda}\\left[(x_n - \\mu_k)^T\\Lambda_k(x_n - \\mu_k)\\right] = \\nu_k(x_n - {\\bf m}_k)^T {\\bf w}_k(x_n - {\\bf m}_k) + M\\beta^{-1}_k$\n",
    "\n",
    "\n",
    "* $\\psi(a) = \\frac{d}{da}\\Gamma(a)$\n",
    "* $\\hat{\\boldsymbol\\alpha} = \\sum_k\\alpha_k$\n",
    "\n",
    "---\n",
    "\n",
    "\n",
    "$$\n",
    "    q^*(\\boldsymbol\\pi) = \\text{Dir}(\\boldsymbol\\pi | \\boldsymbol\\alpha)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\boldsymbol\\alpha_k = \\alpha_0 + N_k$\n",
    "\n",
    "---\n",
    "\n",
    "$$\n",
    "    q^{*}(\\mu_k |  \\Lambda_k) = \\mathcal{N}\\left(\\mu_k |  {\\bf m}_k, (\\beta_k \\Lambda_k)^{-1}\\right)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\beta_k = \\beta_0 + N_k$\n",
    "* ${\\bf m}_k = \\frac{1}{\\beta_k}(\\beta_0{\\bf m}_0 + N_k\\bar{\\bf x}_k)$\n",
    "\n",
    "---\n",
    "\n",
    "$$\n",
    "    q^{*}(\\Lambda_k) = \\mathcal{W}(\\Lambda_k | {\\bf w}_k, \\nu_k)\n",
    "$$\n",
    "\n",
    "With\n",
    "* $\\nu_k$ = $\\nu_0 + N_k$\n",
    "* ${\\bf w}_k^{-1} = {\\bf w}_0 + N_kS_k + \\frac{\\beta_0N_k}{\\beta_0 + N_k}(\\bar{\\bf x}_k - {\\bf m}_0)(\\bar{\\bf x}_k - {\\bf m}_0)^T$\n",
    "\n",
    "\n",
    "Where we have defined\n",
    "\n",
    "$$\n",
    "    N_k = \\sum_{n=1}^N r_{nk} \\tag{1}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    \\bar{\\bf x}_k = \\frac{1}{N_k}\\sum_{n=1}^N r_{nk} {\\bf x}_n \\tag{2}\n",
    "$$\n",
    "\n",
    "$$\n",
    "    S_k = \\frac{1}{N_k}\\sum_{n=1}^N r_{nk} \\big({\\bf x}_n - \\bar{\\bf x}_k\\big)\\big({\\bf x}_n - \\bar{\\bf x}_k\\big)^T \\tag{3}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "old_faithful = pd.read_table(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='eruptions', ylabel='waiting'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 261,
       "width": 494
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "old_faithful.plot.scatter(x=\"eruptions\", y=\"waiting\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variational E-step\n",
    "\n",
    "Our first step in estimating a mixture density over the `old_faithful` dataset is to compute the responsibilities $r_{nk}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = old_faithful.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta0 = 1\n",
    "m0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * 6, axis=1) # np.ones((M, K))\n",
    "seed(314)\n",
    "m0 = m0 + randn(2, 6) \n",
    "alpha0 = np.ones(K)\n",
    "eta0 = 2 * np.ones(K)\n",
    "W0 = np.concatenate([np.identity(M)[np.newaxis, ...]] * K, axis=0) / 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "E_logpi = digamma(alpha0) - digamma(alpha0.sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "E_logLambda = digamma((eta0 + 1 - M) / 2) + M * np.log(2) + np.log(det(W0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "diffk = (X[:, None, :] - m0.T)\n",
    "mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W0)\n",
    "E_mahal = eta0 * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "rho_nk = np.exp(log_rho_nk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "$r_{nk} = \\frac{\\rho_{nk}}{\\sum_j\\rho_{nj}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Responsibilities\n",
    "r_nk = rho_nk / rho_nk.sum(axis=-1, keepdims=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before proceeding to the Variational M-step, it will be helpful to compute the identities $(1)$, $(2)$ and $(3)$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Variational M-step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_k = alpha0 + Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "beta_k = beta0 + Nk\n",
    "m_k = (beta0 * m0 + xbar_k * Nk) / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "eta_k = eta0 + Nk\n",
    "\n",
    "C0 = (beta0 * Nk) / (beta0 + Nk)\n",
    "f0 = (xbar_k - m0)[:, None, :]\n",
    "W_k_inv = W0 + (Nk * Sk).T + np.einsum(\"ijk, jik -> kij\", f0, f0) * C0[:, None, None ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating the expected mixture\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "    p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) &= p({\\bf x} \\vert {\\bf z}, {\\boldsymbol \\mu}, {\\boldsymbol \\lambda}) p({\\bf z} \\vert {\\boldsymbol \\pi}) \\\\\n",
    "    &= \\prod_{k=1}^K \\mathcal{N}\\left(x \\vert \\mu_k, \\Lambda_k^{-1}\\right)^{z_{nk}} \n",
    "\\end{aligned}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "pi_k = dirichlet(alpha_k).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "Lambda_k = [wishart(df=eta, scale=inv(w_inv)).mean()[None, ...] for eta, w_inv in zip(eta_k, W_k_inv)]\n",
    "Lambda_k = np.concatenate(Lambda_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_k = [multivariate_normal(mean=m, cov=inv(L * bk)).mean[None, ...] for m, L, bk in zip(m_k.T, Lambda_k, beta_k)]\n",
    "mu_k = np.concatenate(mu_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sigma_k = inv(beta_k[:, None, None] * Lambda_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mixtures(X, r_nk, mu_k, pi_k, Sigma_k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Second Iteration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "W_k = inv(W_k_inv)\n",
    "E_logpi = digamma(alpha_k) - digamma(alpha_k.sum())\n",
    "E_logLambda = digamma((eta_k + 1 - M) / 2) + M * np.log(2) + np.log(det(W_k))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "diffk = (X[:, None, :] - m_k.T)\n",
    "mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W_k)\n",
    "E_mahal = eta_k * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "rho_nk = np.exp(log_rho_nk)\n",
    "r_nk = rho_nk / rho_nk.sum(axis=-1, keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Helpful identities\n",
    "Nk = r_nk.sum(axis=0)\n",
    "xbar_k = (X[..., None] * r_nk[:, None, :]).sum(axis=0) / Nk\n",
    "\n",
    "Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r_nk, Sk, Sk) / Nk"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Variational M-step"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_k = alpha0 + Nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "beta_k = beta0 + Nk\n",
    "m_k = (beta0 * m0 + xbar_k * Nk) / beta_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "eta_k = eta0 + Nk\n",
    "\n",
    "C0 = (beta0 + Nk) / (beta0 * Nk)\n",
    "f0 = (xbar_k - m0)[:, None, :]\n",
    "W_k_inv = W0 + (Nk * Sk).T + np.einsum(\"ijk, jik -> kij\", f0, f0) * C0[:, None, None ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "pi_k = dirichlet(alpha_k).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expected Values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "Lambda_k = [wishart(df=eta, scale=inv(w_inv)).mean()[None, ...] for eta, w_inv in zip(eta_k, W_k_inv)]\n",
    "Lambda_k = np.concatenate(Lambda_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_k = [multivariate_normal(mean=m, cov=inv(L * bk)).mean[None, ...] for m, L, bk in zip(m_k.T, Lambda_k, beta_k)]\n",
    "mu_k = np.concatenate(mu_k, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "Sigma_k = inv(beta_k[:, None, None] * Lambda_k)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([21.556, 52.257, 37.597, 79.17 , 27.529, 53.892])"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r_nk.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_mixtures(X, r_nk, mu_k, pi_k, Sigma_k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# All together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_e_log_pi(alpha):\n",
    "    \"\"\"\n",
    "    Compute the expected value of every log pi_k, i.e.,\n",
    "    compute ∀k. E[log pi_k]\n",
    "    \"\"\"\n",
    "    return digamma(alpha) - digamma(alpha.sum())\n",
    "\n",
    "def compute_e_log_lambda(X, eta, W):\n",
    "    \"\"\"\n",
    "    Compute the expected value of every log det Lambda_k, i.e,\n",
    "    compute ∀k. E[log|Lambda_k|]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    return digamma((eta + 1 - M) / 2) + M * np.log(2) + np.log(det(W))\n",
    "\n",
    "def compute_responsibilities(X, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute model responsibilities\n",
    "    (Variational E-Step)\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    E_logpi = compute_e_log_pi(alpha)\n",
    "    E_logLambda = compute_e_log_lambda(X, eta, W)\n",
    "    diffk = (X[:, None, :] - m.T)\n",
    "    mpart = np.einsum(\"ijk, jkk -> ijk\", diffk, W)\n",
    "    E_mahal = eta * np.einsum(\"ijk, ijk -> ij\", mpart, diffk) + M / beta\n",
    "    \n",
    "    log_rho_nk = E_logpi + E_logLambda / 2 - M / 2 * np.log(2 * np.pi) - E_mahal / 2\n",
    "    rho_nk = np.exp(log_rho_nk)\n",
    "    \n",
    "    # Responsibilities\n",
    "    r = rho_nk / rho_nk.sum(axis=-1, keepdims=True)\n",
    "    return r\n",
    "\n",
    "def compute_m_statistics(X, r):\n",
    "    Nk = r.sum(axis=0)\n",
    "    xbar_k = (X[..., None] * r[:, None, :]).sum(axis=0) / Nk\n",
    "    Sk = (X[..., np.newaxis] - xbar_k)[..., None, :]\n",
    "    Sk = np.einsum(\"il, ijkl, ikjl -> kjl\", r, Sk, Sk) / Nk\n",
    "    \n",
    "    return Nk, xbar_k, Sk\n",
    "\n",
    "\n",
    "def posterior_params(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the posterior parameters for each\n",
    "    components of the mixture of gaussians\n",
    "    (Variational M-Step)\n",
    "    \"\"\"\n",
    "    Nk, xbar_k, Sk = compute_m_statistics(X, r)\n",
    "    alpha_k = alpha + Nk\n",
    "    beta_k = beta + Nk\n",
    "    eta_k = eta + Nk\n",
    "    \n",
    "    m_k = (beta * m + Nk * xbar_k) / beta_k\n",
    "    C0 = (beta * Nk) / (beta + Nk)\n",
    "    f0 = (xbar_k - m)[:, None, :]\n",
    "    W_k_inv = inv(W) + (Nk * Sk).T + C0[:, None, None] * np.einsum(\"ijk, jik -> kij\", f0, f0)\n",
    "    W_k = inv(W_k_inv)\n",
    "\n",
    "    \n",
    "    return alpha_k, beta_k, eta_k, m_k, W_k\n",
    "\n",
    "def expected_values(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the expected values for the parameters\n",
    "    π_k, μ_k and Λ_k of the re-estimation equations\n",
    "    for the lower-bound.\n",
    "    \"\"\"\n",
    "    pi_k = dirichlet(alpha).mean()\n",
    "    Lambda_k = [wishart(df=eta_ki, scale=W_ki).mean()[None, ...]\n",
    "                for eta_ki, W_ki in zip(eta, W)]\n",
    "    Lambda_k = np.concatenate(Lambda_k, axis=0)\n",
    "    \n",
    "    mu_k = [multivariate_normal(mean=m_ki, cov=inv(bki * L_ki)).mean[None, ...]\n",
    "            for m_ki, L_ki, bki in zip(m.T, Lambda_k, beta)]\n",
    "    mu_k = np.concatenate(mu_k, axis=0)\n",
    "    \n",
    "    Sigma_k = inv(Lambda_k)\n",
    "    \n",
    "    return pi_k, mu_k, Sigma_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "seed(314)\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta_0 = np.ones(K) \n",
    "m_0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * K, axis=1) # np.ones((M, K))\n",
    "m_0 = m_0 + randn(M, K) * 2\n",
    "alpha_0 = np.ones(K) \n",
    "eta_0 = 4 * np.ones(K)\n",
    "\n",
    "\n",
    "W_0 = np.concatenate([np.identity(M)[None, ...]] * K, axis=0)  / 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 480
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "r_nk = compute_responsibilities(X, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "pi_0, mu_0, Sigma_0 = expected_values(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "plot_mixtures(X, r_nk, mu_0, pi_0, Sigma_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([12.014, 77.096, 12.129, 82.024,  0.248, 88.489])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "steps = []\n",
    "nits = 15\n",
    "for _ in range(nits):\n",
    "    alpha_k, beta_k, eta_k, m_k, W_k = posterior_params(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "    r_nk = compute_responsibilities(X, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "    values = {\n",
    "        \"r\": r_nk,\n",
    "        \"alpha\": alpha_k,\n",
    "        \"beta\": beta_k,\n",
    "        \"eta\": eta_k,\n",
    "        \"m\": m_k,\n",
    "        \"W\": W_k\n",
    "    }\n",
    "    steps.append(values)\n",
    "\n",
    "r_nk.sum(axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 424
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "pi_k, mu_k, Sigma_k = expected_values(X, r_nk, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "plot_mixtures(X, r_nk,  mu_k, pi_k, Sigma_k, levels=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Animating Convergence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 306,
       "width": 435
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import animation\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(7, 5))\n",
    "\n",
    "def animate(i):\n",
    "    plt.cla()\n",
    "    values = steps[i]\n",
    "    r = values[\"r\"]\n",
    "    alpha = values[\"alpha\"]\n",
    "    beta = values[\"beta\"]\n",
    "    eta = values[\"eta\"]\n",
    "    m = values[\"m\"]\n",
    "    W = values[\"W\"]\n",
    "    pi_k, mu_k, Sigma_k = expected_values(X, r, alpha, beta, eta, m, W)\n",
    "    plot_mixtures(X, r,  mu_k, pi_k, Sigma_k, levels=3)\n",
    "    nclusters = (r.sum(axis=0) > 1).sum()\n",
    "    plt.title(f\"Number of clusters: {nclusters}\", fontsize=15)\n",
    "    \n",
    "ani = animation.FuncAnimation(fig, animate, nits, interval=200)\n",
    "#ani.save(\"/Users/gerardoduran/Desktop/variational2.gif\", fps=5, dpi=150, writer=\"imagemagick\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lower Bound\n",
    "\n",
    "To moitor the implementation of the GMM, it is useful to compute the lower bound at each step of the the training process. At each step, this bound should not decrease.\n",
    "\n",
    "For the GMM, the lower bound is given by\n",
    "\n",
    "$$\n",
    "    \\mathcal{L} = \\sum_{\\bf Z}\\iiint q({\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})\\log\\left\\{\\frac{p({\\bf X}, {\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})}{q({\\bf Z}, {\\boldsymbol \\pi}, {\\boldsymbol \\mu}, {\\boldsymbol \\Lambda})}\\right\\} d{\\boldsymbol \\pi}d{\\boldsymbol \\mu} d{\\boldsymbol \\Lambda}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def B(W, eta):\n",
    "    \"\"\"\n",
    "    Compute the normalization coefficient\n",
    "    for the Wishart Distribution\n",
    "    \"\"\"\n",
    "    W0, *_ = W\n",
    "    eta0, *_ = eta\n",
    "    M, *_ = W0.shape\n",
    "    term1 = det(W0) ** (- eta0 / 2)\n",
    "    term2 = (np.power(2, M * eta0 / 2)\n",
    "           * np.power(np.pi, M * (M - 1) / 4)\n",
    "           * gamma((eta0 + 1 - np.arange(M)) / 2).prod())\n",
    "    return term1 / term2\n",
    "\n",
    "def compute_log_C(alpha):\n",
    "    \"\"\"\n",
    "    Compute the log-transformation of the dirichlet\n",
    "    normalization constant\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    alpha: np.array(K,)\n",
    "        {αi}i components of a dirichlet\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    float: log(C(α)) = log Γ(Σi α_i) - Σi Γ(alpha_i)\n",
    "    \"\"\"\n",
    "    return loggamma(alpha.sum()) - loggamma(alpha).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def E1(X, r, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    E[log p(X|Z,μ,Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    Nk, xbar_k, Sk = compute_m_statistics(X, r)\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    Tr_Sk_Wk = np.einsum(\"ijm,mji->m\", Sk, W)\n",
    "    diffk = xbar_k - m\n",
    "    mahal_xbar = np.einsum(\"im,mij,jm->m\", diffk, W, diffk)\n",
    "    \n",
    "    E_val = Nk * (log_hat_Λ - M / beta - eta * Tr_Sk_Wk\n",
    "                  - eta * mahal_xbar - M * np.log(2 * np.pi)) / 2\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "\n",
    "def E2(X, r, alpha, beta, m, W):\n",
    "    \"\"\"\n",
    "    E[log p(Z|π)]\n",
    "    \"\"\"\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    E_val = np.einsum(\"ik,k->\", r, log_hat_π)\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "\n",
    "def E3(X, r, alpha, alpha_0):\n",
    "    \"\"\"\n",
    "    E[log p(π)]\n",
    "    \"\"\"\n",
    "    log_C_α0 = compute_log_C(alpha_0)\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    \n",
    "    return log_C_α0 + (alpha_0[0] - 1) * log_hat_π.sum()\n",
    "\n",
    "\n",
    "def E4(X, r, beta, eta, m, W, beta_0, eta_0, m_0, W_0):\n",
    "    \"\"\"\n",
    "    E[log p(μ, Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    K, *_ = eta.shape\n",
    "    diffk = m - m_0\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    mahal_mk = np.einsum(\"im,mij,jm->m\", diffk, W, diffk)\n",
    "    Tr_W0inv_W = np.einsum(\"mij,mij->m\", inv(W_0), W)\n",
    "    \n",
    "    term1 = (M * np.log(beta_0[0] / (np.pi * 2))\n",
    "             + log_hat_Λ - M * beta_0 / beta - beta_0 * eta * mahal_mk).sum() / 2\n",
    "    term2 = K * np.log(B(W_0, eta_0))\n",
    "    term3 = (eta_0[0] - M - 1) / 2 * log_hat_Λ.sum()\n",
    "    term4 = (eta * Tr_W0inv_W).sum() / 2\n",
    "    \n",
    "    E_val = term1 + term2 + term3 - term4\n",
    "    \n",
    "    return E_val\n",
    "\n",
    "\n",
    "def E5(r):\n",
    "    \"\"\"\n",
    "    E[log q(Z)]\n",
    "    \"\"\"\n",
    "    return (r * np.log(r)).sum()\n",
    "\n",
    "\n",
    "def E6(alpha):\n",
    "    \"\"\"\n",
    "    E[log q(π)]\n",
    "    \"\"\"\n",
    "    log_hat_π = compute_e_log_pi(alpha)\n",
    "    term1 = (alpha - 1) * log_hat_π\n",
    "    term2 = compute_log_C(alpha)\n",
    "    E_val = term1.sum() + term2\n",
    "    \n",
    "    return E_val\n",
    "\n",
    "\n",
    "def E7(X, beta, eta, W):\n",
    "    \"\"\"\n",
    "    E[log q(μ, Λ)]\n",
    "    \"\"\"\n",
    "    N, M = X.shape\n",
    "    log_hat_Λ = compute_e_log_lambda(X, eta, W)\n",
    "    # Entropy of the Wishart distribution ∀ k\n",
    "    H = np.array([wishart.entropy(eta_ki, W_ki) for W_ki, eta_ki in zip(W, eta)])\n",
    "    E_val = log_hat_Λ / 2 + M * np.log(beta / (2 * np.pi)) / 2 - M / 2 - H\n",
    "    \n",
    "    return E_val.sum()\n",
    "\n",
    "def gmm_lower_bound(X, r, alpha, beta, eta, m, W, beta_0, eta_0, m_0, W_0):\n",
    "    \"\"\"\n",
    "    Compute the variational lower bound for the variational distribution of\n",
    "    a mixture of gaussians.\n",
    "    \"\"\"\n",
    "    E1_val = E1(X, r, beta, eta, m, W)\n",
    "    E2_val = E2(X, r, alpha, beta, m, W)\n",
    "    E3_val = E3(X, r, alpha, alpha_0)\n",
    "    E4_val = E4(X, r, beta, eta, m, W, beta_0, eta_0, m_0, W_0)\n",
    "    E5_val = E5(r)\n",
    "    E6_val = E6(alpha)\n",
    "    E7_val = E7(X, beta, eta, W)\n",
    "    \n",
    "    return E1_val + E2_val + E3_val  + E4_val - E5_val - E6_val - E7_val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {
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     "output_type": "display_data"
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   ],
   "source": [
    "Lbound_hist = []\n",
    "for step in steps:\n",
    "    rn_k = step[\"r\"]\n",
    "    alpha_k = step[\"alpha\"]\n",
    "    beta_k = step[\"beta\"]\n",
    "    eta_k = step[\"eta\"]\n",
    "    m_k = step[\"m\"]\n",
    "    W_k = step[\"W\"]\n",
    "    L = gmm_lower_bound(X, r_nk, alpha_k, beta_k, eta_k, m_k, W_k, beta_0, eta_0, m_0, W_0)\n",
    "    Lbound_hist.append(L)\n",
    "    \n",
    "fig, ax = plt.subplots()\n",
    "ax2 = ax.twinx()\n",
    "xhist = np.ones_like(Lbound_hist).cumsum() - 1\n",
    "ax.plot(xhist, Lbound_hist, marker=\"o\")\n",
    "ax2.plot(xhist, np.gradient(Lbound_hist), marker=\"o\", c=\"tab:orange\")\n",
    "ax.set_ylabel(\"$\\mathcal{L}$\", fontsize=14)\n",
    "ax2.set_ylabel(r\"$\\nabla \\mathcal{L}$\", fontsize=14)\n",
    "ax2.grid(alpha=0.5)\n",
    "plt.title(r\"GMM lower bound ($\\mathcal{L}$)\", fontsize=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Determining the number of components\n",
    "\n",
    "> An approach to determining a suitable value for K is to treat the mixing coefficients $\\boldsymbol\\pi$ as parameters and make point estimates of their values by maximizing the lower bound with respect to $\\boldsymbol\\pi$. This leads to the re-estimation equation:\n",
    "\n",
    "$$\n",
    "    \\pi_k = \\frac{1}{N}\\sum_{n=1}^N r_{nk}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "def expected_values_v2(X, r, alpha, beta, eta, m, W):\n",
    "    \"\"\"\n",
    "    Compute the expected values for the parameters\n",
    "    μ_k and Λ_k; compute π_k that maximizes the lower\n",
    "    bound\n",
    "    \"\"\"\n",
    "    pi_k = r.mean()\n",
    "    Lambda_k = [wishart(df=eta_ki, scale=W_ki).mean()[None, ...]\n",
    "                for eta_ki, W_ki in zip(eta, W)]\n",
    "    Lambda_k = np.concatenate(Lambda_k, axis=0)\n",
    "    \n",
    "    mu_k = [multivariate_normal(mean=m_ki, cov=inv(bki * L_ki)).mean[None, ...]\n",
    "            for m_ki, L_ki, bki in zip(m.T, Lambda_k, beta)]\n",
    "    mu_k = np.concatenate(mu_k, axis=0)\n",
    "    \n",
    "    Sigma_k = inv(Lambda_k)\n",
    "    \n",
    "    return pi_k, mu_k, Sigma_k"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing the number of components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prior parameters\n",
    "seed(314)\n",
    "N, M = X.shape\n",
    "K = 6 # number of clusters\n",
    "beta_0 = np.ones(K) \n",
    "m_0 = np.concatenate([X.mean(axis=0, keepdims=True).T] * K, axis=1) # np.ones((M, K))\n",
    "m_0 = m0 + randn(M, K) * 2\n",
    "alpha_0 = np.ones(K) \n",
    "eta_0 = 4 * np.ones(K)\n",
    "\n",
    "\n",
    "W_0 = np.concatenate([np.identity(M)[None, ...]] * K, axis=0)  / 5\n",
    "\n",
    "r_nk = compute_responsibilities(X, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "pi_0, mu_0, Sigma_0 = expected_values(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([12.404, 76.458, 11.66 , 82.709,  0.048, 88.721])"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "steps = []\n",
    "nits = 15\n",
    "for _ in range(nits):\n",
    "    alpha_k, beta_k, eta_k, m_k, W_k = posterior_params(X, r_nk, alpha_0, beta_0, eta_0, m_0, W_0)\n",
    "    r_nk = compute_responsibilities(X, alpha_k, beta_k, eta_k, m_k, W_k)\n",
    "\n",
    "    values = {\n",
    "        \"r\": r_nk,\n",
    "        \"alpha\": alpha_k,\n",
    "        \"beta\": beta_k,\n",
    "        \"eta\": eta_k,\n",
    "        \"m\": m_k,\n",
    "        \"W\": W_k\n",
    "    }\n",
    "    steps.append(values)\n",
    "\n",
    "r_nk.sum(axis=0)"
   ]
  }
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